Simulating vs. Integrating: Belief Dynamics in LLM Agents Under Semantic Pressure
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We conducted 11 systematic experiments (v3–v9.2) to test whether Large Language Models exhibit genuine belief dynamics under semantic pressure. Key finding: under semantic pressure, LLMs do not revise beliefs — they expand them. We introduce the concept of "belief expansion" as a third mode of epistemic behavior, distinct from revision and defense. This package contains the full paper, experimental logs (v3, v9, v9.1, v9.2), and methodology documentation.
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Zenodo创建时间:
2026-03-23



